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Larsen TJ, Pettersen MB, Nygaard Jensen H, Lynge Pedersen M, Lund-Andersen H, Jørgensen ME, Byberg S. The use of artificial intelligence to assess diabetic eye disease among the Greenlandic population. Int J Circumpolar Health 2024; 83:2314802. [PMID: 38359160 PMCID: PMC10877649 DOI: 10.1080/22423982.2024.2314802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Accepted: 02/01/2024] [Indexed: 02/17/2024] Open
Abstract
Background: Retina fundus images conducted in Greenland are telemedically assessed for diabetic retinopathy by ophthalmological nurses in Denmark. Applying an AI grading solution, in a Greenlandic setting, could potentially improve the efficiency and cost-effectiveness of DR screening.Method: We developed an AI model using retina fundus photos, performed on persons registered with diabetes in Greenland and Denmark, using Optos® ultra wide-field scanning laser ophthalmoscope, graded according to ICDR.Using the ResNet50 network we compared the model's ability to distinguish between different images of ICDR severity levels in a confusion matrix.Results: Comparing images with ICDR level 0 to images of ICDR level 4 resulted in an accuracy of 0.9655, AUC of 0.9905, sensitivity and specificity of 96.6%.Comparing ICDR levels 0,1,2 with ICDR levels 3,4, we achieved a performance with an accuracy of 0.8077, an AUC of 0.8728, a sensitivity of 84.6% and a specificity of 78.8%. For the other comparisons, we achieved a modest performance.Conclusion: We developed an AI model using Greenlandic data, to automatically detect DR on Optos retina fundus images. The sensitivity and specificity were too low for our model to be applied directly in a clinical setting, thus optimising the model should be prioritised.
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Affiliation(s)
- Trine Jul Larsen
- Greenland Center of Health Research, Institute of Nursing and Health Science, University of Greenland, Nuuk, Greenland
| | | | | | - Michael Lynge Pedersen
- Greenland Center of Health Research, Institute of Nursing and Health Science, University of Greenland, Nuuk, Greenland
- Rigshospitalet-Glostrup University Hospital, Glostrup, Denmark
| | - Henrik Lund-Andersen
- Clinical Epidemiology, Steno Diabetes Center Copenhagen, Copenhagen, Denmark
- Rigshospitalet-Glostrup University Hospital, Glostrup, Denmark
| | | | - Stine Byberg
- Clinical Epidemiology, Steno Diabetes Center Copenhagen, Copenhagen, Denmark
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Sternberg CA, Daniel EV, Marcelin D, Chery MJ, Maddy K, Richard D, Thomas T, Ravix J, Warner J, Titus M, Francois A, Borick J, Feaster DJ, Doblecki-Lewis S, Jones DL, Alcaide ML, Dale SK. Bon Sante (Good Health): Factors Influencing PrEP Use Among Haitians/Haitian Americans. J Racial Ethn Health Disparities 2024; 11:3829-3837. [PMID: 38019373 PMCID: PMC11286296 DOI: 10.1007/s40615-023-01834-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 09/22/2023] [Accepted: 10/09/2023] [Indexed: 11/30/2023]
Abstract
BACKGROUND The HIV/AIDS epidemic has disproportionately affected Black individuals in the USA, and this health disparity has increased over time. Despite the effectiveness of pre-exposure prophylaxis (PrEP) as a prevention tool for HIV, there are disparities in its use, and uptake of this intervention remains low among racial and ethnic minorities, including Haitians/Haitian Americans. In this study, factors influencing PrEP use among Haitians/Haitian Americans in Miami, FL, are explored to provide necessary data to address disparities. METHODS The research team collaborated with local organizations to recruit 30 individuals (Haitians/Haitian Americans) between February 4 and October 1, 2021, and conducted semi-structured interviews. All interviews were audio-recorded and transcribed, and NVivo® was used to analyze the transcripts for emergent themes. RESULTS The study sample comprised 30 adults of Haitian descent in Miami, FL (50% female, approximately 67% with a high school education or more, mean age = 43.7 ± 13 years, and 74.2% born in Haiti). Four primary themes emerged from the analysis: (1) limited PrEP awareness, (2) underutilization of PrEP, (3) inadequate discussion of HIV prevention strategies, and (4) PrEP delivery encompassing barriers and facilitators for PrEP delivery and promotion strategies. CONCLUSION This study indicated that there is a critical need to increase Haitians/Haitian Americans' knowledge regarding PrEP. Health communication interventions tailored specifically for Haitians/Haitian Americans that target stigma, attitudes toward HIV, and risk perception may be significant in increasing PrEP in this population.
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Affiliation(s)
- Candice A Sternberg
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA.
- Division of Infectious Disease, Department of Medicine, University of Miami Miller School of Medicine, 1120 NW 14th Street #858, Miami, FL, 33136, USA.
| | - E Valerie Daniel
- Department of Psychology, University of Miami, Coral Gables, FL, USA
| | - Dora Marcelin
- Department of Obstetrics and Gynecology, University of Miami, Miami, FL, USA
| | - Maurice Junior Chery
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Krisna Maddy
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Danelle Richard
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Tanya Thomas
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Jovanka Ravix
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Joshua Warner
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Micaelle Titus
- Community Health and Empowerment Network, Miami, FL, USA
| | | | - Joseph Borick
- Miami Veteran's Affairs Medical Center, Miami, FL, USA
| | - Daniel J Feaster
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
| | | | - Deborah L Jones
- Department of Psychiatry & Behavioral Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Maria L Alcaide
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
- Department of Obstetrics and Gynecology, University of Miami, Miami, FL, USA
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Sannisha K Dale
- Department of Psychology, University of Miami, Coral Gables, FL, USA
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Sternberg CA, Richard D, Daniel VE, Chery MJ, Beauvoir M, Marcelin D, Francois A, Titus M, Mann A, Alcaide ML, Dale SK. Exploring the experiences of Haitians/Haitian Americans in Miami-Dade County, Florida during the COVID-19 pandemic: how this community coped with the public health emergency. Front Public Health 2024; 12:1364260. [PMID: 39211900 PMCID: PMC11357928 DOI: 10.3389/fpubh.2024.1364260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2024] [Accepted: 07/29/2024] [Indexed: 09/04/2024] Open
Abstract
Objective To explore and describe the experiences of Haitians/Haitian Americans in Miami-Dade County, Florida during the COVID-19 pandemic, including their attitudes and practices towards vaccination. Design We interviewed 15 community members and 15 stakeholders in the Haitian/Haitian American community in Miami-Dade County, Florida using a semi-structured interview guide. The qualitative interviews were conducted between February 4, 2021, and October 1, 2021. They were conducted in both English and Haitian Creole, audio recorded transcribed/translated, and coded using thematic content analysis. Results The analyses revealed 9 major themes: (1) thoughts about the pandemic, (2) concerns about the COVID-19 vaccines, (3) healthcare access, February-October 2021, (4) intrapersonal relationship dynamics, (5) thoughts about individuals diagnosed with COVID-19, (6) thoughts about prevention measures (e.g., wearing masks, hand hygiene, social distancing, vaccination), (7) mental health struggles and coping, (8) food insecurity, and (9) overall experiences of the pandemic. The findings reveal that the COVID-19 public health emergency negatively affected Haitians/Haitian Americans across several domains, including employment, healthcare access, personal relationships, and food security. Conclusion This research echoes the compounding negative experiences reported by multiple disadvantaged groups during the COVID-19 pandemic. From loss of employment to healthcare barriers, the pandemic forced many Haitians/Haitian Americans into greater economic and social instability. Interventions addressing these issues should recognize how these factors may interact and compound the experiences of this group. Health and public health agencies should work alongside community partners to build trust so that preventive efforts will be more readily accepted during public health emergencies.
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Affiliation(s)
- Candice A. Sternberg
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Danelle Richard
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Valerie E. Daniel
- Department of Psychology, University of Miami, Coral Gables, FL, United States
| | - Maurice J. Chery
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Maika Beauvoir
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Dora Marcelin
- Department of Obstetrics and Gynecology, University of Miami, Miami, FL, United States
| | - Aline Francois
- Family Action Network Movement, Miami, FL, United States
| | - Micaelle Titus
- Community Health and Empowerment Network, Miami, FL, United States
| | - April Mann
- College of Arts and Sciences, University of Miami, Coral Gables, FL, United States
| | - Maria L. Alcaide
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, United States
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, United States
- Department of Obstetrics and Gynecology, University of Miami, Miami, FL, United States
| | - Sannisha K. Dale
- Department of Psychology, University of Miami, Coral Gables, FL, United States
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Parmar J, L’Heureux T, Lobchuk M, Penner J, Charles L, St. Amant O, Ward-Griffin C, Anderson S. Double-duty caregivers enduring COVID-19 pandemic to endemic: "It's just wearing me down". PLoS One 2024; 19:e0298584. [PMID: 38626216 PMCID: PMC11020535 DOI: 10.1371/journal.pone.0298584] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Accepted: 01/28/2024] [Indexed: 04/18/2024] Open
Abstract
The COVID-19 pandemic has considerably strained health care providers and family caregivers. Double-duty caregivers give unpaid care at home and are employed as care providers. This sequential mixed-method study, a survey followed by qualitative interviews, aimed to comprehensively understand the experiences of these Canadian double-duty caregivers amidst the pandemic and the transition to the endemic phase. The multi-section survey included standardized assessments such as the Double-duty Caregiver Scale and the State Anxiety Scale, along with demographic, employment-related, and care work questions. Data analysis employed descriptive and linear regression modeling statistics, and content analysis of the qualitative data. Out of the 415 respondents, the majority were female (92.5%) and married (77.3%), with 54.9% aged 35 to 54 years and 29.2% 55 to 64 years. 68.9% reported mental health decline over the past year, while 60.7% noted physical health deteriorated. 75.9% of participants self-rated their anxiety as moderate to high. The final regression model explained 36.8% of the variance in participants' anxiety levels. Factors contributing to lower anxiety included more personal supports, awareness of limits, younger age, and fewer weekly employment hours. Increased anxiety was linked to poorer self-rated health, and both perceptions and consequences of blurred boundaries. The eighteen interviewees highlighted the stress of managing additional work and home care during the pandemic. They highlighted the difficulty navigating systems and coordinating care. Double-duty caregivers form a significant portion of the healthcare workforce. Despite the spotlight on care and caregiving during the COVID-19 pandemic, the vital contributions and well-being of double-duty caregivers and family caregivers have remained unnoticed. Prioritizing their welfare is crucial for health systems as they make up the largest care workforce, particularly evident during the ongoing healthcare workforce shortage.
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Affiliation(s)
- Jasneet Parmar
- Department of Family Medicine Faculty of Medicine & Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Tanya L’Heureux
- Department of Family Medicine Faculty of Medicine & Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Michelle Lobchuk
- Helen Glass College of Nursing, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Jamie Penner
- Helen Glass College of Nursing, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Lesley Charles
- Department of Family Medicine Faculty of Medicine & Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Oona St. Amant
- Daphne Cockwell School of Nursing, Toronto Metropolitan University, Toronto, Ontario, Canada
| | - Catherine Ward-Griffin
- Arthur Labatt Family School of Nursing, University of Western Ontario, London, Ontario, Canada
| | - Sharon Anderson
- Department of Family Medicine Faculty of Medicine & Dentistry, University of Alberta, Edmonton, Alberta, Canada
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Sternberg CA, Jackyvens C, Jean RM, Chery MJ, Batalien B, Maddy K, Richard D, Duthely LM, Botero V, Rodriguez A, Boulanger C, Blanc J, Bartholomew TS, Tookes HE, Dale SK, Alcaide ML. Viv Byen (Live Well): A Qualitative Pilot Study to Assess Telehealth Use for HIV Care Among People of Haitian Descent. AIDS Patient Care STDS 2023; 37:279-283. [PMID: 37205862 PMCID: PMC10280212 DOI: 10.1089/apc.2023.0035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/21/2023] Open
Affiliation(s)
- Candice A. Sternberg
- Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Camille Jackyvens
- Department of Obstetrics and Gynecology, Mirebalais University Hospital, Mirebalais, Haiti
| | | | - Maurice Junior Chery
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Blonsky Batalien
- Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Krisna Maddy
- Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Danelle Richard
- Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Lunthita M. Duthely
- Department of Obstetrics and Gynecology, and University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Valeria Botero
- Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Allan Rodriguez
- Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Catherine Boulanger
- Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Judite Blanc
- Department of Psychiatry and Behavioral Sciences, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Tyler S. Bartholomew
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Hansel E. Tookes
- Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Sannisha K. Dale
- Department of Psychology, University of Miami, Coral Gables, Florida, USA
| | - Maria L. Alcaide
- Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, Florida, USA
- Department of Obstetrics and Gynecology, and University of Miami Miller School of Medicine, Miami, Florida, USA
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Kjærsgaard M, Leth RA, Udupi A, Ank N. Antibiotic stewardship based on education: minor impact on knowledge, perception and attitude. Infect Dis (Lond) 2019; 51:753-763. [PMID: 31389732 DOI: 10.1080/23744235.2019.1648856] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
Purpose: The purpose of this study was to implement an education-based antibiotic stewardship programme at two regional hospitals in Denmark, and thereby reduce consumption of antibiotics in general and cephalosporins and fluoroquinolones in particular. We aimed to improve physicians' knowledge, prescribing practices and perceptions and attitudes towards antibiotics, and to achieve changes in behaviour. Methods: The antibiotic stewardship programme comprised education, guidelines, audits and feedback and ward rounds by a clinical microbiologist. The ward rounds were implemented only at one hospital. The effects of the programme were evaluated using a questionnaire, audits of prescriptions (initial choice of antibiotics, indication for antibiotic treatment, re-assessment of treatment) and data on antibiotic consumption. Results: The survey revealed an improvement in junior doctors' knowledge, perception and attitude and self-reported prescribing practice. In the audit results, a larger proportion of prescribed antibiotics was in accordance with guidelines, particularly when we evaluated re-assessment of antibiotic treatment at the hospital where ward rounds had been implemented. The increase was equivalent to risk ratio (RR) 1.13 (95% confidence interval (CI): 0.95-1.35) during the intervention and RR 1.22 (95% CI 1.01-1.48) post-intervention, compared to the pre-intervention period. Penicillins as well as total antibiotic consumption increased during the study period. Conclusion: An education-based antibiotic stewardship programme can change the attitude of junior doctors and improve prescribing practices. We observed an improvement in the re-assessments of the antibiotic treatments at the hospital where a clinical microbiologist was present at ward rounds, but our persuasive methods were insufficient to reduce antibiotic consumption.
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Affiliation(s)
- Mona Kjærsgaard
- Department of Clinical Microbiology, Aarhus University Hospital , Aarhus N , Denmark
| | - Rita Andersen Leth
- Department of Clinical Microbiology, Aarhus University Hospital , Aarhus N , Denmark
| | - Aparna Udupi
- Section for Biostatistics, Department of Public Health, Aarhus University , Aarhus C , Denmark
| | - Nina Ank
- Department of Clinical Microbiology, Aarhus University Hospital , Aarhus N , Denmark
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Wigley C, Athanasiou A, Bhatti A, Sheikh A, Hodson J, Bedford M, Griffiths EA. Does the Pittsburgh Severity Score predict outcome in esophageal perforation? Dis Esophagus 2019; 32:5212887. [PMID: 30496380 DOI: 10.1093/dote/doy109] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Esophageal perforation is an uncommon and challenging surgical emergency associated with high rates of morbidity and mortality. At present, no consensus exists on optimal management of the condition. The Pittsburgh Severity Score (PSS) is a tool intended to stratify perforation severity and guide treatment. However, there is a paucity of literature examining the validity of the score or its application in a UK population. This study aims to validate the PSS and explore its use in stratifying patients with esophageal perforation into distinct subgroups with differential outcomes in an independent UK study population.All patients treated for esophageal perforation at Queen Elizabeth Hospital, Birmingham between September 2003 and October 2017 were included in this study. Cases were identified using a combination of ICD-10 and OPCS informatics search codes and prospective case collection. Data relating to the clinical presentation, diagnosis, management, and outcome of cases were recorded using a preformed data collection form. PSS predictive performance was assessed against five outcomes: rates of post-perforation and post-operative complications, in-hospital mortality, length of intensive care (ICU/HDU) stay, and total length of hospital stay.A total of 87 cases were identified, consisting of 48 (55%) iatrogenic perforations, 24 (28%) cases of spontaneous (Boerhaave's) perforation, and 15 perforations due to other etiologies (17%). Operative management was favored in this series, with 47% of all perforations being treated surgically. Overall in-hospital mortality was 13%, coupled with a median length of hospital stay of 24 days (interquartile range [IQR]: 12-49), of which a median of 2 days was spent in intensive care facilities (IQR: 0-14). A total of 46% of patients developed post-perforation complications, with 59% of the operatively managed cohort developing complications post-operatively.The PSS was not found to be significantly predictive of post-perforation complications (area under the ROC curve [AUROC]: 0.62, p = 0.053) or in-hospital mortality (AUROC: 0.69, p = 0.057) for the cohort as a whole. However, a subgroup analysis found the accuracy of the PSS to vary considerably by etiology, being significantly predictive of post-perforation complications within the subgroup of Boerhaave's perforations (AUROC: 0.86, p = 0.004).In conclusion, we found that the PSS has some utility in stratifying esophageal perforation severity and predicting specific patient outcomes. However, it appears to be of more value when applied to the subgroup of patients with Boerhaave's perforations.
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Affiliation(s)
- C Wigley
- College of Medical and Dental Sciences, University of Birmingham, Birmingham,UK
| | - A Athanasiou
- Department of Upper Gastrointestinal Surgery, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - A Bhatti
- College of Medical and Dental Sciences, University of Birmingham, Birmingham,UK
| | - A Sheikh
- College of Medical and Dental Sciences, University of Birmingham, Birmingham,UK
| | - J Hodson
- Institute of Translational Medicine, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - M Bedford
- Department of Upper Gastrointestinal Surgery, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - E A Griffiths
- Department of Upper Gastrointestinal Surgery, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK.,Institute of Cancer and Genomic Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
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